Skip to main content
Glama

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault
GROQ_API_KEYNoAPI key for Groq provider
GEMINI_API_KEYNoAPI key for Gemini provider
OPENAI_API_KEYNoAPI key for OpenAI provider
ANTHROPIC_API_KEYNoAPI key for Claude (Anthropic) provider

Instructions

Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.

This server publishes no instructions, or was last inspected before Glama recorded them.

Capabilities

Features and capabilities supported by this server

Protocol revision2025-11-25

CapabilityDetails
tools
{
  "listChanged": true
}
logging
{}
prompts
{
  "listChanged": false
}
resources
{
  "subscribe": false,
  "listChanged": false
}
extensions
{
  "io.modelcontextprotocol/ui": {}
}
experimental
{}

Tools

Functions exposed to the LLM to take actions

NameDescription
tag_csvA

Tag all rows in a CSV file based on a provided taxonomy using parallel LLM inference.

preview_csvA

Preview the first few rows of a CSV file to understand its structure.

tag_csv_advancedA

Tag CSV rows using a custom taxonomy with multiple fields and detailed value definitions.

This is the advanced version that accepts a full taxonomy dictionary for multi-dimensional classification.

get_tagging_infoA

Get information about the tagging MCP server and supported providers

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

TDQS

A4/5.0

Scored across 4 tools

Disambiguation5/5

Each tool has a clearly distinct purpose: get_tagging_info provides server info, preview_csv shows CSV structure, tag_csv performs simple tagging, and tag_csv_advanced handles complex multi-dimensional tagging. No overlap.

Naming Consistency5/5

All tools follow a consistent verb_noun pattern (get_tagging_info, preview_csv, tag_csv, tag_csv_advanced) with a clear advanced variant suffix, making it easy to understand the action and target.

Tool Count5/5

With 4 tools, the server is well-scoped for its purpose of CSV tagging: informational, preview, basic tagging, and advanced tagging. No unnecessary tools and the count feels appropriate.

Completeness4/5

The core workflow (preview CSV, tag with taxonomy) is covered, including advanced multi-dimensional tagging. Minor gaps: no tool to list available taxonomies or to retrieve/modify past tagging results, but the server's primary function is adequately supported.

Maintenance

ActivityInactive
ResponsivenessNo issues